Developers building AI agents hit the same wall: every user needs their own files, database, and compute. That means Docker, S3, isolation, scaling months of infra before any agent logic. oncell makes it one API call. Each user gets their own isolated environment with file storage, database, shell access, search, a live preview URL, and built-in observability. Your agent runs inside it - direct local access, no network hops.